Math Problem Statement

Suppose 𝑆, 𝑇 ∈ β„’(𝑉) are such that range 𝑆 βŠ† null 𝑇. Prove that (𝑆𝑇)2 = 0.

Solution

Given that S,T∈L(V)S, T \in \mathcal{L}(V), where VV is a vector space, and that the range of SβŠ†null(T)S \subseteq \text{null}(T), we need to prove that (ST)2=0(ST)^2 = 0, i.e., STST=0STST = 0.

Step-by-step proof:

Step 1: Understand the given condition

  • SS and TT are linear operators on the vector space VV, meaning S,T:Vβ†’VS, T: V \to V.
  • The range of SS, denoted range(S)\text{range}(S), is contained within the null space of TT, i.e., range(S)βŠ†null(T),\text{range}(S) \subseteq \text{null}(T), which means for every vector v∈Vv \in V, if v=S(w)v = S(w) for some w∈Vw \in V, then T(S(w))=0T(S(w)) = 0. In other words: T(S(w))=0 for all w∈V.T(S(w)) = 0 \text{ for all } w \in V.

Step 2: Apply the given condition to the composition of operators

Let v∈Vv \in V be an arbitrary vector. We need to show that (ST)(ST)(v)=0(ST)(ST)(v) = 0. To do so, first compute ST(v)ST(v) and then apply STST again.

  1. First application of STST:

    • Apply TT to vv, which results in T(v)∈VT(v) \in V.
    • Then apply SS to T(v)T(v), so we get: ST(v)=S(T(v)).ST(v) = S(T(v)). This vector, S(T(v))S(T(v)), belongs to range(S)\text{range}(S), and by the given condition, we know that: T(S(T(v)))=0.T(S(T(v))) = 0.
  2. Second application of STST:

    • Now apply STST again to ST(v)ST(v). That is, apply STST to S(T(v))S(T(v)): ST(ST(v))=S(T(S(T(v)))).ST(ST(v)) = S(T(S(T(v)))). Since T(S(T(v)))=0T(S(T(v))) = 0, this simplifies to: S(0)=0.S(0) = 0.

Thus, for any v∈Vv \in V, we have ST(ST(v))=0ST(ST(v)) = 0. Therefore, (ST)2=0(ST)^2 = 0, or equivalently STST=0STST = 0, as required.

Conclusion:

We have shown that (ST)2=0(ST)^2 = 0 by leveraging the fact that range(S)βŠ†null(T)\text{range}(S) \subseteq \text{null}(T). This completes the proof.


Would you like further clarification or more details on any part of the proof?

Here are some related questions to explore:

  1. What is the significance of the range and null space in linear transformations?
  2. How would the proof change if the condition were null(S)βŠ†range(T)\text{null}(S) \subseteq \text{range}(T)?
  3. Can we generalize this result for higher powers, such as (ST)k=0(ST)^k = 0 for k>2k > 2?
  4. What are some examples of linear transformations where this condition holds?
  5. How does this relate to the concept of nilpotent operators?

Tip: In linear algebra, understanding how the range and null space of operators interact can often reveal important structural properties about the operators, such as being nilpotent.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Linear Transformations
Range and Null Space

Formulas

(ST)Β² = 0

Theorems

Nilpotent Operators Theorem

Suitable Grade Level

Undergraduate (College-level Linear Algebra)